🛠️ Utils Module

The Utils module in EmbeddingFramework provides helper functions and utilities to support embedding workflows.

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🔄 Retry Logic

Ensures robust API calls with automatic retries:

from embeddingframework.utils.retry import retry

@retry(max_attempts=3)
def fetch_data():
    # API call logic
    pass

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📁 File Utilities

Safe and efficient file I/O operations:

from embeddingframework.utils.file_utils import read_file, write_file

content = read_file("data.txt")
write_file("output.txt", content)

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🧹 Preprocessing

Text cleaning and normalization:

from embeddingframework.utils.preprocessing import clean_text

text = clean_text("Hello,   World!!!")

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✂️ Text Splitters

Split large text into smaller chunks for embedding:

from embeddingframework.utils.splitters import split_text

chunks = split_text("Long text...", chunk_size=500)

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🔌 Extending Utils

You can add your own utility functions to extend the framework's capabilities.